2 papers
cs.CV2026
Denoising Models Develop Human-Like Perceptual Illusion Representations Across Architectures
Gautam Ranka, Paras Chopra
Deep neural networks trained on natural images are shown to produce outputs consistent with human observers for brightness illusions. While this phenomenon has been documented acro…
cs.CL2026
Smarter edits? Post-editing with error highlights and translation suggestions
Fleur V. J. van Tellingen, Gautam Ranka, Dora ŽugÄiÄ +4
As MT quality increases, interest in enhanced post-editing features such as QE-derived error highlights is growing, yet evidence for their usefulness remains limited. In this work,…